Georgian_letters_recognition_TF.ipynb

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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/am-tropin/georgian-letters-trainer/blob/main/Georgian_letters_recognition_TF.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **GEORGIAN ALPHABET: IMAGE PROCESSING and CLASSIFICATION with CNN**\n",
        "\n",
        "This notebook contains 2 independent parts:\n",
        "\n",
        "- 1. Image processing of the Georgian dataset\n",
        "- 2. Training and evaluating the CNN model"
      ],
      "metadata": {
        "id": "FmxbdJVvPx7G"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **1. Image processing of the Georgian dataset**"
      ],
      "metadata": {
        "id": "_5h7ZP70uVP8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install pandas"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "foT7cCnQv-N1",
        "outputId": "f679cc15-4696-44c0-9b46-32b12a062bff"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.9/dist-packages (1.5.3)\n",
            "Requirement already satisfied: numpy>=1.20.3 in /usr/local/lib/python3.9/dist-packages (from pandas) (1.22.4)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.9/dist-packages (from pandas) (2022.7.1)\n",
            "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.9/dist-packages (from pandas) (2.8.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.9/dist-packages (from python-dateutil>=2.8.1->pandas) (1.16.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install opendatasets"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1u1vpkQdwJix",
        "outputId": "4a78554c-1b92-4a43-8b3c-39a6babc013b"
      },
      "execution_count": 2,
      "outputs": [
        {
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          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting opendatasets\n",
            "  Downloading opendatasets-0.1.22-py3-none-any.whl (15 kB)\n",
            "Requirement already satisfied: kaggle in /usr/local/lib/python3.9/dist-packages (from opendatasets) (1.5.13)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.9/dist-packages (from opendatasets) (8.1.3)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.9/dist-packages (from opendatasets) (4.65.0)\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.9/dist-packages (from kaggle->opendatasets) (1.16.0)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.9/dist-packages (from kaggle->opendatasets) (2.8.2)\n",
            "Requirement already satisfied: urllib3 in /usr/local/lib/python3.9/dist-packages (from kaggle->opendatasets) (1.26.15)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.9/dist-packages (from kaggle->opendatasets) (2.27.1)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.9/dist-packages (from kaggle->opendatasets) (8.0.1)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.9/dist-packages (from kaggle->opendatasets) (2022.12.7)\n",
            "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.9/dist-packages (from python-slugify->kaggle->opendatasets) (1.3)\n",
            "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.9/dist-packages (from requests->kaggle->opendatasets) (2.0.12)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.9/dist-packages (from requests->kaggle->opendatasets) (3.4)\n",
            "Installing collected packages: opendatasets\n",
            "Successfully installed opendatasets-0.1.22\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import cv2\n",
        "import xml.etree.ElementTree as ET # for parsing XML files\n",
        "\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import re\n",
        "\n",
        "import glob\n",
        "import os\n",
        "import shutil\n",
        "\n",
        "from google.colab.patches import cv2_imshow\n",
        "from google.colab import files\n",
        "\n",
        "# import sys, random\n",
        "# from shutil import copyfile"
      ],
      "metadata": {
        "id": "XSEATm2i1FW-"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **1.1. Downloading the original dataset**"
      ],
      "metadata": {
        "id": "Qg7RPZ9ePVtn"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import opendatasets as od\n",
        "\n",
        "od.download(\"https://www.kaggle.com/datasets/alexandertropin/georgian-letters-photo-database\", force=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dqcyk4Qpv-S9",
        "outputId": "7e0fe5b2-8d0d-477c-f2a8-5f5876eb8f70"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Please provide your Kaggle credentials to download this dataset. Learn more: http://bit.ly/kaggle-creds\n",
            "Your Kaggle username: alexandertropin\n",
            "Your Kaggle Key: ··········\n",
            "Downloading georgian-letters-photo-database.zip to ./georgian-letters-photo-database\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 208M/208M [00:05<00:00, 41.2MB/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def to_extract_coordinates(source_folder, target_name):\n",
        "    annotations = glob.glob(source_folder + '*.xml')\n",
        "\n",
        "    df = []\n",
        "    cnt = 0\n",
        "\n",
        "    for file in annotations:\n",
        "        filename = file.split('/')[-1].split('.')[0] + '.jpg'\n",
        "        row = []\n",
        "        parsedXML = ET.parse(file)\n",
        "        for node in parsedXML.getroot().iter('object'):\n",
        "            letters = node.find('name').text\n",
        "            xmin = int(node.find('bndbox/xmin').text)\n",
        "            xmax = int(node.find('bndbox/xmax').text)\n",
        "            ymin = int(node.find('bndbox/ymin').text)\n",
        "            ymax = int(node.find('bndbox/ymax').text)\n",
        "\n",
        "            row = [filename, letters, xmin, xmax, ymin, ymax]\n",
        "            df.append(row)\n",
        "            cnt += 1\n",
        "\n",
        "    data = pd.DataFrame(df, columns=['file_name', 'letter_name', 'xmin', 'xmax', 'ymin', 'ymax'])\n",
        "\n",
        "    data[['file_name', 'letter_name', 'xmin', 'xmax', 'ymin', 'ymax']].to_csv(target_name + '.csv', index=False)\n",
        "    return 1"
      ],
      "metadata": {
        "id": "TkTurZgm18uu"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "source_folder = 'georgian-letters-photo-database/georgian_letters_image_database/dataset/'\n",
        "target_name = 'label_coordinates'\n",
        "\n",
        "to_extract_coordinates(source_folder, target_name)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KYQtkVoCgD9k",
        "outputId": "5f5174f1-3062-4262-8cbd-befe2154434e"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1"
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          "metadata": {},
          "execution_count": 13
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    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('label_coordinates.csv')\n",
        "df = df.sort_values(['file_name', 'letter_name'])\n",
        "df.head()"
      ],
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        "id": "pUvgWbgt1FZ4",
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              "                   file_name letter_name  xmin  xmax  ymin  ymax\n",
              "892  IMG_20220404_150259.jpg          0ა  1284  1372   931  1061\n",
              "897  IMG_20220404_150259.jpg          0ა  1880  1972   974  1088\n",
              "906  IMG_20220404_150259.jpg          0ა  2820  2900  1029  1137\n",
              "914  IMG_20220404_150259.jpg          0ა   924  1016  1106  1229\n",
              "919  IMG_20220404_150259.jpg          0ა  1459  1549  1141  1267"
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    {
      "cell_type": "code",
      "source": [
        "df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yJDFQUjIIzHC",
        "outputId": "0c087a2b-232b-4ce2-e1d2-2728001d713a"
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              "(4020, 6)"
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          "metadata": {},
          "execution_count": 8
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **1.2. Cutting images into black and white resized letters**"
      ],
      "metadata": {
        "id": "vjxR5NlxPOOJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def invert_image(img, border_radius):\n",
        "    '''\n",
        "    The function is for inverting colors on black and white images if the background is black. \n",
        "    '''\n",
        "\n",
        "    height, width = img.shape[:2]\n",
        "    # border_radius = 0.03 # border neighborhood radius in percent\n",
        "\n",
        "    # mean grayscale value\n",
        "    # mean_image = np.mean(img)\n",
        "    # mean grayscale value in the image center \n",
        "    mean_image = np.mean(img[int(height*border_radius):int(height*(1-border_radius)), int(width*border_radius):int(width*(1-border_radius))])\n",
        "\n",
        "    # mean grayscale values near the borders\n",
        "    mean_left_border = np.mean(img[:, int(width*(1-border_radius)):width])\n",
        "    mean_right_border = np.mean(img[:, 0:int(width*border_radius)])\n",
        "    mean_upper_border = np.mean(img[0:int(height*border_radius), :])\n",
        "    mean_lower_border = np.mean(img[int(height*(1-border_radius)):height, :])\n",
        "\n",
        "    if mean_image > np.mean(np.array([mean_left_border, mean_right_border, mean_upper_border, mean_lower_border])):\n",
        "        return cv2.bitwise_not(img)\n",
        "    else:\n",
        "        return img\n"
      ],
      "metadata": {
        "id": "HI5VYgzWsP0L"
      },
      "execution_count": 25,
      "outputs": []
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      "metadata": {
        "id": "6wysN1YBi85A"
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      "execution_count": 16,
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      "cell_type": "code",
      "source": [
        "def to_crop_letters(df, imread_dict, source_folder, target_folder, width, height, border_radius):\n",
        "    '''\n",
        "    The function is for cropping given images into small images with singular black letters on the white background.\n",
        "\n",
        "    Parameters:\n",
        "    - df            - a dataframe with columns 'file_name', 'letter_name', 'xmin', 'xmax', 'ymin', 'ymax'\n",
        "    - imread_dict   - a dictionary with a name of image file as a key and its cv2.imread object as a value\n",
        "    - source_folder - a folder where images are located\n",
        "    - target_folder - a folder where cropped images will be saved\n",
        "    - width         - a width of a cropped image\n",
        "    - height        - a height of a cropped image\n",
        "    - border_radius - a radius (in percent) of border for checking the color of background\n",
        "    '''\n",
        "\n",
        "    # letter_names = set(list(df['letter_name']))\n",
        "\n",
        "    # a counter of letters within each image\n",
        "    letter_counter = {}\n",
        "\n",
        "    for index, row in df.iterrows():\n",
        "        if row['file_name'] in letter_counter.keys():\n",
        "            if row['letter_name'] in letter_counter[row['file_name']].keys():\n",
        "                letter_counter[row['file_name']][row['letter_name']] += 1\n",
        "            else:\n",
        "                letter_counter[row['file_name']][row['letter_name']] = 1\n",
        "        else:\n",
        "            letter_counter[row['file_name']] = {}\n",
        "            letter_counter[row['file_name']][row['letter_name']] = 1\n",
        "\n",
        "        # img = cv2.imread(source_folder + row['file_name'])\n",
        "        img = imread_dict[row['file_name']]\n",
        "        crop_img = img[row['ymin']:row['ymax'], row['xmin']:row['xmax']]\n",
        "        try:\n",
        "            crop_img = cv2.cvtColor(crop_img, cv2.COLOR_BGR2GRAY)\n",
        "            crop_img = cv2.threshold(crop_img, np.mean(crop_img), 255, cv2.THRESH_BINARY)[1]\n",
        "            crop_img = invert_image(crop_img, border_radius)\n",
        "            final_img = cv2.resize(crop_img, (width, height))\n",
        "            # thresh_img = invert_img\n",
        "        except:\n",
        "            final_img = crop_img\n",
        "            print(row)\n",
        "        # thresh_img = cv2.threshold(invert_img, (np.amin(invert_img) + np.amax(invert_img))//2, 255, cv2.THRESH_BINARY)[1]\n",
        "        # 127, 255\n",
        "        # cv2.THRESH_BINARY: If pixel intensity is greater than the set threshold, value set to 255, else set to 0 (black).\n",
        "        cv2.imwrite(target_folder + row['file_name'][:-4] + '_' + row['letter_name'][-1] + '_' + str(letter_counter[row['file_name']][row['letter_name']]) + '.jpg', final_img)\n",
        "    return 1"
      ],
      "metadata": {
        "id": "k_mLzmWVZ3AW"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir cropped_images"
      ],
      "metadata": {
        "id": "Auzxq0UB3eQ_"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Creating a new dataset of images with singular letters:\n",
        "\n",
        "- Black letter on the white background (inverted if the border neighborhood is darker than the image on the average).\n",
        "- Resized to 32x32.\n",
        "\n"
      ],
      "metadata": {
        "id": "Wk0lUOYXevTj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_short = df #.head(100)\n",
        "\n",
        "# the folder where images are located\n",
        "source_folder = 'georgian-letters-photo-database/georgian_letters_image_database/dataset/'\n",
        "\n",
        "imread_dict = {f: cv2.imread(source_folder + f) for f in list(set(list(df['file_name'])))}\n",
        "# 16 sec for 46 images, that is 1/3 sec for reading 1 image\n",
        "\n",
        "# the folder where cropped images will be saved\n",
        "target_folder = 'cropped_images/'\n",
        "\n",
        "my_height, my_width = 32, 32\n",
        "# 96, 64\n",
        "# 100, 150\n",
        "border_radius = 0.05\n",
        "\n",
        "to_crop_letters(df_short, imread_dict, source_folder, target_folder, my_width, my_height, border_radius) "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qk1VbcwFahCj",
        "outputId": "d1d6f471-8785-44a0-a1b8-6c5722deebb5"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/numpy/core/fromnumeric.py:3474: RuntimeWarning: Mean of empty slice.\n",
            "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
            "/usr/local/lib/python3.9/dist-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars\n",
            "  ret = ret.dtype.type(ret / rcount)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# files = glob.glob('cropped_images/*')\n",
        "# for f in files:\n",
        "#     os.remove(f)"
      ],
      "metadata": {
        "id": "CHwDbnNDahFK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **1.3. Final check: manual editing of some images**"
      ],
      "metadata": {
        "id": "ybTCZVWbPCCR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Downloading the cropped images:"
      ],
      "metadata": {
        "id": "V-r_-PZwSxt7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!zip -r /content/cropped_images.zip /content/cropped_images\n",
        "\n",
        "files.download(\"/content/cropped_images.zip\")"
      ],
      "metadata": {
        "id": "Rz-ToLseQ8bk",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "bb4e95b4-3cb0-4a4e-e424-ceaafbdf9451"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
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          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "download(\"download_6ff3c2e7-7c45-4012-83d0-6340f0bbb9c9\", \"cropped_images.zip\", 5680238)"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "After looking at cropped dataset I need to invert colors for 5 cropped images manually:"
      ],
      "metadata": {
        "id": "VU-nBjoqeDnw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "custom_invert_images = [\n",
        "    'IMG_20230213_212238_ა_2',\n",
        "    'IMG_20230213_212238_ა_3',\n",
        "    'IMG_20230215_135956 (1)_ა_5',\n",
        "    'IMG_20230215_135956 (1)_ვ_2',\n",
        "    'IMG_20230426_162029_ხ_1'\n",
        "]\n",
        "\n",
        "for im in custom_invert_images:\n",
        "    file_path = '/content/cropped_images/' + im + '.jpg'\n",
        "    img = cv2.imread(file_path)\n",
        "    # print(file_path)\n",
        "    # cv2_imshow(img)\n",
        "    cv2.imwrite(file_path, cv2.bitwise_not(img))\n"
      ],
      "metadata": {
        "id": "qYn-n1MTbcDj"
      },
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Some pictures have dual background, so I remove the image with a lot of reject:"
      ],
      "metadata": {
        "id": "5_wwdFQieXWw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dir_list = os.listdir(\"cropped_images/\")\n",
        "\n",
        "for d in dir_list:\n",
        "    if 'IMG_20230215_135136 (1)' in d:\n",
        "    # or 'IMG_20230423_110503_ე_4' in d\n",
        "        os.remove('/content/cropped_images/' + d)"
      ],
      "metadata": {
        "id": "eXBPawaMoIaX"
      },
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "I download the fixed dataset to upload it in my GitHub repo:"
      ],
      "metadata": {
        "id": "WFXrmWzqyY9t"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# !cd cropped_images\n",
        "!zip -r /content/cropped_images.zip /content/cropped_images\n",
        "\n",
        "files.download(\"/content/cropped_images.zip\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "M2SbPSY7x1aq",
        "outputId": "4b2b9da8-14fa-406f-b9aa-0d91901c948b"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "download(\"download_6e8df6be-f0fc-4905-8c62-e62236445ec5\", \"cropped_images.zip\", 5680865)"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **2. Training and evaluating the CNN model**"
      ],
      "metadata": {
        "id": "gSgsJ3stKz-4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import glob\n",
        "import os\n",
        "import shutil\n",
        "import re\n",
        "from collections import Counter\n",
        "import numpy as np\n"
      ],
      "metadata": {
        "id": "HKzn92tB7G72"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **2.1. Downloading the cropped dataset again**"
      ],
      "metadata": {
        "id": "41w-t0CAz8kQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://github.com/am-tropin/georgian-letters-trainer/blob/main/cropped_images.zip\n",
        "# !unzip /content/cropped_images.zip\n",
        "!unzip /cropped_images.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H0Y_JlR8zYTb",
        "outputId": "12861016-f1d2-4830-a605-cc1c08af732e"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2023-04-27 13:46:16--  https://github.com/am-tropin/georgian-letters-trainer/blob/main/cropped_images.zip\n",
            "Resolving github.com (github.com)... 192.30.255.112\n",
            "Connecting to github.com (github.com)|192.30.255.112|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: unspecified [text/html]\n",
            "Saving to: ‘cropped_images.zip’\n",
            "\n",
            "cropped_images.zip      [ <=>                ] 137.00K  --.-KB/s    in 0.02s   \n",
            "\n",
            "2023-04-27 13:46:17 (5.73 MB/s) - ‘cropped_images.zip’ saved [140288]\n",
            "\n",
            "unzip:  cannot find or open /cropped_images.zip, /cropped_images.zip.zip or /cropped_images.zip.ZIP.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "I need to detect the **most frequent** Georgian letters in my cropped dataset. \n",
        "\n",
        "After looking at a result I will use top-7 letters (about 200+ occurrences each)."
      ],
      "metadata": {
        "id": "wFU1bTSOfK3E"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "crop_dir = \"/content/content/cropped_images/\"\n",
        "# crop_dir = \"/content/cropped_images/\"\n",
        "dir_list = os.listdir(crop_dir)\n",
        "\n",
        "letter_list = [re.findall(\"\\_(.)\\_\", d)[0] for d in dir_list if re.findall(\"\\_(.)\\_\", d)]\n",
        "\n",
        "letter_counter = Counter(letter_list)\n",
        "letter_counter.most_common()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MIAIW9r2_QwS",
        "outputId": "a4114d08-bcbd-4079-b391-5e1c3ad7d25a"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('ი', 560),\n",
              " ('ა', 535),\n",
              " ('ე', 336),\n",
              " ('რ', 250),\n",
              " ('ს', 248),\n",
              " ('ო', 222),\n",
              " ('ლ', 195),\n",
              " ('ნ', 158),\n",
              " ('მ', 138),\n",
              " ('დ', 135),\n",
              " ('ბ', 131),\n",
              " ('უ', 130),\n",
              " ('ვ', 118),\n",
              " ('თ', 100),\n",
              " ('ტ', 98),\n",
              " ('გ', 86),\n",
              " ('კ', 71),\n",
              " ('ქ', 60),\n",
              " ('შ', 59),\n",
              " ('ფ', 57),\n",
              " ('ხ', 53),\n",
              " ('პ', 53),\n",
              " ('ზ', 47),\n",
              " ('ც', 43),\n",
              " ('წ', 25),\n",
              " ('ღ', 19),\n",
              " ('ყ', 15),\n",
              " ('ძ', 14),\n",
              " ('ჩ', 12),\n",
              " ('ჭ', 12),\n",
              " ('ჯ', 11),\n",
              " ('ჟ', 5),\n",
              " ('ჰ', 4)]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "I need to extract some images for predicting dataset. I chose the image with several most frequent letters printed by a unique font."
      ],
      "metadata": {
        "id": "zVR0fcxveqsx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir cropped_images_predict\n",
        "\n",
        "dir_list = os.listdir(crop_dir)\n",
        "for d in dir_list:\n",
        "    if 'IMG_20230315_001116' in d:\n",
        "        shutil.move(crop_dir + d, '/content/cropped_images_predict/' + d)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "in6Xp_fIpPqy",
        "outputId": "da10f64f-6898-4361-8ff4-a6d9960e7c26"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "mkdir: cannot create directory ‘cropped_images_predict’: File exists\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir cropped_images_fit\n",
        "\n",
        "dir_list = os.listdir(crop_dir)\n",
        "for d in dir_list:\n",
        "    shutil.move(crop_dir + d, '/content/cropped_images_fit/' + d)\n"
      ],
      "metadata": {
        "id": "1lE2Da2_-OmO"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **2.2. Distributing images by train, test and validation folders for each of top-7 letters**\n"
      ],
      "metadata": {
        "id": "Lm9M4FUhaKbn"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "I need to create separate folders for 7 most frequent letters.\n",
        "<!-- and another one for the others. -->"
      ],
      "metadata": {
        "id": "9eocgUva5YcE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "treshold = 190\n",
        "\n",
        "head_letter_dict = {x: count for x, count in Counter(letter_list).items() if count >= treshold}\n",
        "head_letter_dict = {k: v for k, v in sorted(head_letter_dict.items(), key=lambda item: item[1], reverse=True)}\n",
        "head_letter_dict"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H3efCTNZWBi_",
        "outputId": "ef1f0e47-56f2-4ba3-8a87-5e5cd6fd3065"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'ი': 560, 'ა': 535, 'ე': 336, 'რ': 250, 'ს': 248, 'ო': 222, 'ლ': 195}"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "base_dir = 'grouped_images'\n",
        "os.mkdir(base_dir)\n",
        "\n",
        "for letter in head_letter_dict.keys():\n",
        "    os.mkdir(base_dir + '/letter_' + letter)"
      ],
      "metadata": {
        "id": "eTaWpNmEXMsZ"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for letter in head_letter_dict.keys():\n",
        "    fileList = [f for f in glob.glob(\"cropped_images_fit/*.jpg\") if letter in f]\n",
        "    for filePath in fileList:\n",
        "        filePath_splitted = filePath.split('/')\n",
        "        shutil.copyfile(filePath, 'grouped_images/letter_'+letter+'/' + filePath_splitted[1])\n"
      ],
      "metadata": {
        "id": "fUMjlrLhYp1k"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "base_dir = 'grouped_images'\n",
        "dataset_types = [\"train\", \"validation\", \"test\"]"
      ],
      "metadata": {
        "id": "BSd_gAfFZ8oC"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for t in dataset_types:\n",
        "    t_dir = os.path.join(base_dir, t)\n",
        "    os.mkdir(t_dir)\n",
        "    for letter in head_letter_dict.keys():\n",
        "        t_letter_dir = os.path.join(t_dir, letter)\n",
        "        os.mkdir(t_letter_dir)\n"
      ],
      "metadata": {
        "id": "WA5YXfw0lNEO"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "letter_sizes = {}\n",
        "\n",
        "for letter, amount in head_letter_dict.items():\n",
        "    letter_sizes[letter] = {}\n",
        "    letter_sizes[letter]['test'] = int(np.floor(amount * 0.2))\n",
        "    letter_sizes[letter]['validation'] = int(np.floor((amount - letter_sizes[letter]['test']) * 0.2))\n",
        "    letter_sizes[letter]['train'] = amount - (letter_sizes[letter]['test'] + letter_sizes[letter]['validation'])\n",
        "    # print(head_letter_dict[letter])\n",
        "\n",
        "letter_sizes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Tyz-g7mtr47Y",
        "outputId": "f2e4867f-8e66-4a35-a86a-43240f7b1998"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'ი': {'test': 112, 'validation': 89, 'train': 359},\n",
              " 'ა': {'test': 107, 'validation': 85, 'train': 343},\n",
              " 'ე': {'test': 67, 'validation': 53, 'train': 216},\n",
              " 'რ': {'test': 50, 'validation': 40, 'train': 160},\n",
              " 'ს': {'test': 49, 'validation': 39, 'train': 160},\n",
              " 'ო': {'test': 44, 'validation': 35, 'train': 143},\n",
              " 'ლ': {'test': 39, 'validation': 31, 'train': 125}}"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for letter in head_letter_dict.keys():\n",
        "    file_names = [f.split('/')[-1] for f in os.listdir('grouped_images/letter_' + letter)]\n",
        "\n",
        "    test_names = file_names[:letter_sizes[letter]['test']]\n",
        "    validation_names = file_names[letter_sizes[letter]['test']:letter_sizes[letter]['test']+letter_sizes[letter]['validation']]\n",
        "    train_names = file_names[-letter_sizes[letter]['train']:]\n",
        "\n",
        "    original_dir = 'grouped_images/letter_' + letter\n",
        "\n",
        "    for f in test_names:\n",
        "        target_dir = 'grouped_images/test/' + letter\n",
        "        src = os.path.join(original_dir, f)\n",
        "        dst = os.path.join(target_dir, f)\n",
        "        shutil.copyfile(src, dst)\n",
        "\n",
        "    for f in validation_names:\n",
        "        target_dir = 'grouped_images/validation/' + letter\n",
        "        src = os.path.join(original_dir, f)\n",
        "        dst = os.path.join(target_dir, f)\n",
        "        shutil.copyfile(src, dst)\n",
        "\n",
        "    for f in train_names:\n",
        "        target_dir = 'grouped_images/train/' + letter\n",
        "        src = os.path.join(original_dir, f)\n",
        "        dst = os.path.join(target_dir, f)\n",
        "        shutil.copyfile(src, dst)\n"
      ],
      "metadata": {
        "id": "CFQ95cLalNHD"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **2.3. Training the CNN model**\n"
      ],
      "metadata": {
        "id": "Obv1JRdCwqCd"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Flatten, Conv2D, MaxPool2D, Dropout\n",
        "from keras.optimizers import SGD, Adam\n",
        "\n",
        "from tensorflow import keras\n",
        "from keras import optimizers\n",
        "\n",
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import cv2\n",
        "from google.colab.patches import cv2_imshow\n"
      ],
      "metadata": {
        "id": "mm_EhyP4rrne"
      },
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "my_height, my_width = 32, 32\n"
      ],
      "metadata": {
        "id": "0u3kleQdAh6x"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model = Sequential()\n",
        "\n",
        "model.add(Conv2D(16, (3, 3), activation='relu', input_shape=(my_height, my_width, 1)))\n",
        "model.add(Conv2D(16, (3, 3), activation='relu')) # , padding='same'\n",
        "# model.add(MaxPool2D((2, 2), strides=2))\n",
        "model.add(MaxPool2D(pool_size=(2, 2)))\n",
        "# model.add(Dropout(0.25))\n",
        "\n",
        "model.add(Conv2D(16, (3, 3), activation='relu'))\n",
        "model.add(Conv2D(16, (3, 3), activation='relu'))\n",
        "# model.add(MaxPool2D((2, 2), strides=2))\n",
        "model.add(MaxPool2D(pool_size=(2, 2)))\n",
        "# model.add(Dropout(0.25))\n",
        "\n",
        "# model.add(Conv2D(16, (3, 3), activation='relu', padding='valid'))\n",
        "# model.add(MaxPool2D((2, 2), strides=2))\n",
        "# model.add(Dropout(0.25))\n",
        "\n",
        "model.add(Flatten())\n",
        "# model.add(Dense(512, activation='relu'))\n",
        "# model.add(Dropout(0.5))\n",
        "# model.add(Dense(64, activation='relu'))\n",
        "\n",
        "model.add(Dense(7, activation='softmax')) # sigmoid # 1\n",
        "model.summary()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mLDoKwt_hR_j",
        "outputId": "e72d73c9-8ddf-43d3-ef29-d7f9b4880938"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d (Conv2D)             (None, 30, 30, 16)        160       \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 28, 28, 16)        2320      \n",
            "                                                                 \n",
            " max_pooling2d (MaxPooling2D  (None, 14, 14, 16)       0         \n",
            " )                                                               \n",
            "                                                                 \n",
            " conv2d_2 (Conv2D)           (None, 12, 12, 16)        2320      \n",
            "                                                                 \n",
            " conv2d_3 (Conv2D)           (None, 10, 10, 16)        2320      \n",
            "                                                                 \n",
            " max_pooling2d_1 (MaxPooling  (None, 5, 5, 16)         0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 400)               0         \n",
            "                                                                 \n",
            " dense (Dense)               (None, 7)                 2807      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 9,927\n",
            "Trainable params: 9,927\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Configuring the model for training\n",
        "\n",
        "model.compile(loss='categorical_crossentropy', # binary_crossentropy \n",
        "              # sparse_categorical_crossentropy - 8 classes\n",
        "              # categorical_crossentropy - 7 classes\n",
        "              optimizer=keras.optimizers.Adam(), \n",
        "              # optimizer=keras.optimizers.RMSprop(learning_rate=1e-4), \n",
        "              metrics=['accuracy']\n",
        "              )\n"
      ],
      "metadata": {
        "id": "JizRDsi7xyAP"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Data Preprocessing\n",
        "\n",
        "train_datagen = ImageDataGenerator(rescale=1./255)\n",
        "test_datagen = ImageDataGenerator(rescale=1./255)\n",
        "\n",
        "train_generator = train_datagen.flow_from_directory(\n",
        "    os.path.join(base_dir, 'train'), \n",
        "    target_size=(my_height, my_width), \n",
        "    batch_size=8, \n",
        "    class_mode='categorical', \n",
        "    color_mode = 'grayscale'\n",
        ")\n",
        "validation_generator = test_datagen.flow_from_directory(\n",
        "    os.path.join(base_dir, 'validation'), \n",
        "    target_size=(my_height, my_width), \n",
        "    batch_size=1, \n",
        "    class_mode='categorical', \n",
        "    color_mode = 'grayscale'\n",
        ") # was: batch_size=20\n",
        "\n",
        "for data_batch, labels_batch in train_generator:\n",
        "    print('data batch shape:', data_batch.shape)\n",
        "    print('labels batch shape:', labels_batch.shape)\n",
        "    break"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ii4oX3l8wwiE",
        "outputId": "e5bf4348-6407-460c-ae03-45a700522817"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 1499 images belonging to 7 classes.\n",
            "Found 372 images belonging to 7 classes.\n",
            "data batch shape: (8, 32, 32, 1)\n",
            "labels batch shape: (8, 7)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Fit the Model\n",
        "history = model.fit(train_generator, epochs=4, validation_data=validation_generator)\n",
        "# steps_per_epoch=5, \n",
        "# , validation_steps=50\n",
        "# about parameters: https://datascience.stackexchange.com/questions/29719/how-to-set-batch-size-steps-per-epoch-and-validation-steps\n",
        "\n",
        "# Save the Model\n",
        "model.save('geo_letters_top8.h5')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ym9Dfbnuwwkp",
        "outputId": "822c33af-8014-482e-8449-d8ff717c8052"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/4\n",
            "188/188 [==============================] - 8s 33ms/step - loss: 0.6280 - accuracy: 0.7805 - val_loss: 0.1576 - val_accuracy: 0.9731\n",
            "Epoch 2/4\n",
            "188/188 [==============================] - 5s 27ms/step - loss: 0.0935 - accuracy: 0.9746 - val_loss: 0.0994 - val_accuracy: 0.9812\n",
            "Epoch 3/4\n",
            "188/188 [==============================] - 5s 28ms/step - loss: 0.0499 - accuracy: 0.9887 - val_loss: 0.1121 - val_accuracy: 0.9839\n",
            "Epoch 4/4\n",
            "188/188 [==============================] - 8s 40ms/step - loss: 0.0354 - accuracy: 0.9913 - val_loss: 0.1297 - val_accuracy: 0.9651\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Displaying curves of loss and accuracy during training\n",
        "\n",
        "acc = history.history['accuracy']\n",
        "val_acc = history.history['val_accuracy']\n",
        "loss = history.history['loss']\n",
        "val_loss = history.history['val_loss']\n",
        "epochs = range(1, len(acc) + 1)\n",
        "\n",
        "plt.plot(epochs, acc, 'r', label='Training acc')\n",
        "plt.plot(epochs, val_acc, 'b', label='Validation acc')\n",
        "plt.title('Training and validation accuracy')\n",
        "plt.legend()\n",
        "plt.figure()\n",
        "plt.plot(epochs, loss, 'r', label='Training loss')\n",
        "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n",
        "plt.title('Training and validation loss')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 887
        },
        "id": "xAERDIJawwr-",
        "outputId": "45f8336e-4782-451a-c425-bb43aea097c0"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "history.history"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2Y8O4v39fkqb",
        "outputId": "3003ae09-8f21-4073-d6d1-1dc40f07e073"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'loss': [0.6279668211936951,\n",
              "  0.09347975999116898,\n",
              "  0.04991413652896881,\n",
              "  0.03541938588023186],\n",
              " 'accuracy': [0.7805203199386597,\n",
              "  0.9746497869491577,\n",
              "  0.9886590838432312,\n",
              "  0.9913275241851807],\n",
              " 'val_loss': [0.15759234130382538,\n",
              "  0.0993855819106102,\n",
              "  0.1121130883693695,\n",
              "  0.12966106832027435],\n",
              " 'val_accuracy': [0.9731183052062988,\n",
              "  0.9811828136444092,\n",
              "  0.9838709831237793,\n",
              "  0.9650537371635437]}"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **2.4. Predicting for an external image**"
      ],
      "metadata": {
        "id": "IjVTr9Ig6eef"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# top-7 in lexicographic order\n",
        "lexico_list = sorted(head_letter_dict.keys(), reverse=False)\n",
        "lexico_geo_dict = {lexico_list.index(a):a for a in lexico_list}\n",
        "lexico_geo_dict\n",
        "\n",
        "# lexico_geo_dict = {0:'ა', 1:'ე', 2:'ი', 3:'ლ', 4:'ო', 5:'რ', 6:'ს'}\n",
        "# 'ა' - 0, 'ე' - 4, 'ი' - 8, 'ლ' - 10, 'ო' - 13, 'რ' - 16, 'ს' - 17"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "05iiJkwng6L9",
        "outputId": "4a8e865e-2cf9-4fcd-a0f4-5ff8faae60ba"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{0: 'ა', 1: 'ე', 2: 'ი', 3: 'ლ', 4: 'ო', 5: 'რ', 6: 'ს'}"
            ]
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pred_folder = \"cropped_images_predict/\"\n",
        "\n",
        "pred_dir_list = os.listdir(pred_folder)\n",
        "pred_letter_list = [re.findall(\"\\_(.)\\_\", d)[0] for d in pred_dir_list if re.findall(\"\\_(.)\\_\", d)]\n",
        "\n",
        "for img_url in pred_dir_list:\n",
        "    letter = re.findall(\"\\_(.)\\_\", img_url)[0]\n",
        "    if letter in head_letter_dict.keys():\n",
        "        pred_img = cv2.imread(pred_folder+img_url)\n",
        "        pred_img = cv2.resize(pred_img, (my_width, my_height))\n",
        "        pred_img = cv2.cvtColor(pred_img, cv2.COLOR_BGR2GRAY)\n",
        "        cv2_imshow(pred_img)\n",
        "        img_final = np.reshape(pred_img, (1, my_height, my_width, 1))\n",
        "        \n",
        "        # A prediction is an array of 7 numbers. They represent the model's \"confidence\" \n",
        "        # that the image corresponds to each of the 7 different articles of clothing. \n",
        "        # You can see which label has the highest confidence value: np.argmax(...)\n",
        "        recognized_letter = lexico_geo_dict[np.argmax(model.predict(img_final))]\n",
        "        print(\"The letter on the image is {0}\".format(recognized_letter))\n",
        "        # print(img_url, letter, np.argmax(model.predict(img_final)))\n",
        "        # print(model.predict(img_final))\n",
        "        if recognized_letter == letter:\n",
        "            print(\"RECOGNIZED CORRECTLY:\", letter)\n",
        "        else:\n",
        "            print(\"RECOGNIZED INCORRECTLY: real - {}, recognized - {}\".format(letter, recognized_letter))\n",
        "        print()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "BDpnetWWqQWz",
        "outputId": "b8df6063-07fb-4a68-d967-071ee9891586"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE1595D1190>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 55ms/step\n",
            "The letter on the image is ე\n",
            "RECOGNIZED CORRECTLY: ე\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE159725FA0>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 41ms/step\n",
            "The letter on the image is ს\n",
            "RECOGNIZED CORRECTLY: ს\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE159654820>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 37ms/step\n",
            "The letter on the image is ა\n",
            "RECOGNIZED CORRECTLY: ა\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE14B509EE0>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 36ms/step\n",
            "The letter on the image is ი\n",
            "RECOGNIZED CORRECTLY: ი\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE14B506FA0>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 32ms/step\n",
            "The letter on the image is ო\n",
            "RECOGNIZED CORRECTLY: ო\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE1596B0BB0>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 33ms/step\n",
            "The letter on the image is რ\n",
            "RECOGNIZED CORRECTLY: რ\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE159691850>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 64ms/step\n",
            "The letter on the image is ი\n",
            "RECOGNIZED CORRECTLY: ი\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE1596BD310>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAAAAABWESUoAAABvklEQVR4nC2Sy5FlRRBDj7KqI2CNI/iACRiBFRM9NNiANxjFcrqrdFjcl6uMUP4kZZq7AKCDAYyhDGCYnCWHC8MXAjHXGZXAdBtgSfuWiMQVGlIOMyfthnSmnBQauTTk7uYsgLv4ekOnyV3Q5wKdCbcYeCuRCUGnekNGtB697QdZ6P0pbx/Mh9qrWPUXEgIBFvMkqorXJg/yALBIFni9cvQChCEwsJ+yAfXgKdl5wDUEfoWsyeJ65NqBEPLHa9CzaoG2WEmQ3Q4koMIkeTuKGoKDssPw5imBP5/S6wXyTuz7Y6sKm9+CdfJwDumjxUyBnPybacJVwFfjMN+w8hCt7+hXCLPROwT3N88QYNT5zv4adw+QxvnvhCVAypH3qwywrfb+vLlewgKqVBtYf/HpvQ5jvevV81nsMdnI36rXHx5l5ZFS1DuwCvX6isf2sZf7+l4Waqs9+vsKrxs8D/8mt/6w6lHgH7CX6qcLFrF6rfV0ZR4d4tkYuKtj0OFsJHdx3aahCY8fdYkDnc7ZYCIdMGe9TANTGDj7LkaChB0OSLlhMlw2i04ac2nprkO6uM0lIGdeKwCJMaYuw9l2Af8DWiCZY2Yz1ioAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 42ms/step\n",
            "The letter on the image is ო\n",
            "RECOGNIZED CORRECTLY: ო\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE1595E48B0>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 60ms/step\n",
            "The letter on the image is ლ\n",
            "RECOGNIZED CORRECTLY: ლ\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE1595F98E0>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 40ms/step\n",
            "The letter on the image is ი\n",
            "RECOGNIZED CORRECTLY: ი\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE15968CB80>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 41ms/step\n",
            "The letter on the image is ა\n",
            "RECOGNIZED CORRECTLY: ა\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE14B541130>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAAAAABWESUoAAABeUlEQVR4nG2TQY5UMQxEXzm/xQJxhEFixwG4DtyMa7EDiWNAf/uxSI+E5neUVVxxlct2xHAeBmMMb05B4LhHIPM2DDXScDMMXVdIxLA5AC4cBXbyIasmzlVDhvD6WbmKjPBxkUAm6WuGYI6GTJy6asiQlpSUeULRxayJUzN5YkQtzoKsTAFeAfYxn2Ib6mRdABFMWYMP095kQMFjqr4i1zKLRNbJJElfOUqm6IS+yXqiUkfZff+p7YZIO45TWydrSI6e8luqKKqIOYPt7tE7+DXOCHC88N3xrpzqnZVQ+e3fsesGMOXoyDhapHbJeheSCjlHp9LYg1SmaDwc4vg+X8Tg6PavCnVOp6hHhS1qt4TiR2x1AhCobhs9tbcRn1EVKkC9jCPnPB4Tjj0vBRzFsQOn/nFONyvrFVKcM96NXcFAxeoYI5SKmZpipQl29zQVb1KcdwVC0gl7HXaq//fMWVRFEtCVcy/RHDQMZvVj5PaHKXrRC7PvUPwDihE2Q6gTKXoAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 39ms/step\n",
            "The letter on the image is ს\n",
            "RECOGNIZED CORRECTLY: ს\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=32x32 at 0x7FE15977B220>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 27ms/step\n",
            "The letter on the image is ი\n",
            "RECOGNIZED CORRECTLY: ი\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **2.5. Conclusion**"
      ],
      "metadata": {
        "id": "tmqBP8pYxh1K"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The built CNN model gave the following results:\n",
        "\n",
        "- **accuracy = 99%**\n",
        "- 13/13 **correctly recognized letters** from an external image.\n",
        "\n",
        "The following conditions were used:\n",
        "\n",
        "- Only Top-7 letters, without others, 2300+ samples\n",
        "- Resizing images to 32x32 and recoloring to black and white\n",
        "- "
      ],
      "metadata": {
        "id": "utZXRmCTkAes"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The CNN model evaluation is based on: \n",
        "\n",
        "https://www.analyticsvidhya.com/blog/2022/07/training-cnn-from-scratch-using-the-custom-dataset/\n",
        "\n",
        "https://medium.com/artificialis/get-started-with-computer-vision-by-building-a-digit-recognition-model-with-tensorflow-b2216823b90a\n",
        "\n",
        "https://data-flair.training/blogs/handwritten-character-recognition-neural-network/ (handwritten letters)\n",
        "\n",
        "https://github.com/Shenggan/BCCD_Dataset/blob/master/export.py"
      ],
      "metadata": {
        "id": "HGWo9KFoM-9V"
      }
    }
  ]
}